scienceteacher, Twitter, 11/28/2020 10:38:46 AM, 242326


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scienceteacher_2020-11-27_17-08-30.xlsx
scienceteacher_2020-11-27_17-08-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2020
Short Description:
scienceteacher via NodeXL https://bit.ly/37lWcC6
@stem_ai
@etownscience
@nsta
@knitmarketing
@easygeography
@bethhammett1
@femtech_
@wadein2science
@cowboyscifibot
@reutsmichael1

Top hashtags:
#scienceteacher
#science
#teacher
#biology
#stem
#stemeducation
#geography

Description:
Description
The graph represents a network of 1,629 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 01:12 UTC.

The requested start date was Saturday, 28 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 8-hour, 13-minute period from Tuesday, 01 September 2020 at 01:12 UTC to Friday, 27 November 2020 at 09:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 1629
Unique Edges : 914
Edges With Duplicates : 2942
Total Edges : 3856
Number of Edge Types : 5
Tweet : 1005
Retweet : 963
MentionsInRetweet : 1176
Replies to : 43
Mentions : 669
Self-Loops : 1052
Reciprocated Vertex Pair Ratio : 0.0552799433026223
Reciprocated Edge Ratio : 0.104768300873069
Connected Components : 457
Single-Vertex Connected Components : 231
Maximum Vertices in a Connected Component : 301
Maximum Edges in a Connected Component : 1113
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.165987
Graph Density : 0.000561460506211887
Modularity : 0.408766
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,629 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 01:12 UTC.

The requested start date was Saturday, 28 November 2020 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 8-hour, 13-minute period from Tuesday, 01 September 2020 at 01:12 UTC to Friday, 27 November 2020 at 09:25 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scienceteacher
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[37] https://www.instagram.com/accounts/login/
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[18] https://cfisd.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[17] https://www.etsy.com/listing/867143165/science-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495920000&utm_term=so.slt
[17] https://www.etsy.com/listing/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt
[16] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[10] https://www.hoddereducation.co.uk/events#&pid=5&st=33&s=210&limit=true&type=4
[9] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[9] https://coresciences.co.uk/subscribe
[7] https://www.starlightpress.co.uk/

Top URLs in Tweet in G1:
[27] https://www.instagram.com/accounts/login/
[24] https://www.amazon.com/gp/product/B07Y7NK1NL/
[5] https://myokapi.com/going-going-gone-p-38.html
[4] https://www.uteachrecruitment.com/careerportal/#/jobs
[3] https://teespring.com/stores/physicalmathdesigns
[2] https://www.aptrack.co/uap/AAAEOAAPYIYB_hCx/
[2] https://whova.com/embedded/speakers/scnku_202009/?utc_source=ems
[2] https://inside.nku.edu/artsci/centers/cinsam/p12teachers/stem-conference.html
[2] https://www.starlightpress.co.uk/
[2] https://www.halsbury.com/education/resource/where-will-science-take-you-poster

Top URLs in Tweet in G2:
[1] https://www.gfdrr.org/en/feature-story/dry-drier-drought-understanding-and-tackling-drought-hazards?cid=ECR_TT_WorldBank_EN_EXT&hootPostID=188ae7d0e5681371539b300e593c6d88
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee?ns_mchannel=social&ns_linkname=news_central&ns_source=twitter&ns_campaign=bbc_weather

Top URLs in Tweet in G3:
[9] https://coresciences.co.uk/subscribe
[4] https://origamiorganelles.com/
[4] https://www.youtube.com/watch?v=zFiE3J_2LWo&feature=youtu.be

[4] https://www.pasco.com/training-and-events/free-webinars
[3] https://origamiorganelles.com/collections/genetics
[3] https://origamiorganelles.com/collections/new-models/products/mitosis-cell-cycle
[3] https://origamiorganelles.com/collections/new-models/products/exchange-surfaces
[3] https://origamiorganelles.com/collections/organelles-cells
[3] https://www.youtube.com/watch?v=apr3T82k0ZY&feature=youtu.be

[2] https://docs.google.com/presentation/d/1JxODCKUarxzyHgXQxj4QfDML25JfWlTr6ogUGJx1ohA/edit?usp=sharing

Top URLs in Tweet in G5:
[2] https://www.instagram.com/accounts/login/
[1] https://twitter.com/SpanglerScience/status/1323462188057722882
[1] https://twitter.com/spanglerscience/status/1323462188057722882
[1] https://www.teacherspayteachers.com/Product/Columbia-Space-Shuttle-Disaster-1768699
[1] https://astrobiology.nasa.gov/resources/graphic-histories/

Top URLs in Tweet in G6:
[2] https://www.nsta.org/nsta-engage-fall20#tab-tab2
[2] https://www.youtube.com/watch?v=Mg5-DCbC3Sk

[1] https://my.nsta.org/virtualevent/
[1] https://www.nsta.org/lesson-plan/why-niagara-falls-moving
[1] https://www.nsta.org/
[1] https://www.nasa.gov/stem/foreducators/k-12/index.html?utm_sq=gis9s37p96
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DpBYJ9XF95SM%26feature%3Dyoutu.be&q=EgS4SO-bGPnc4vwFIhkA8aeDS9DWUzUh27Oy26hdiFN2viBxWwsLMgFy
[1] https://scienceinbetween.fireside.fm/7
[1] https://www.eventbrite.com/e/spotlight-on-science-illuminating-what-matters-most-wamoeba-sisters-tickets-95449581267

Top URLs in Tweet in G7:
[1] https://twitter.com/unisabana/status/1323052204232638466
[1] https://twitter.com/springeredu/status/1302549610594996226
[1] https://twitter.com/philiplbell/status/1295063738937008130
[1] https://twitter.com/bideducacion/status/1302338770977644548
[1] https://twitter.com/springeredu/status/1287555522804068355
[1] https://twitter.com/erduransibel/status/1301143303992246273
[1] https://twitter.com/kampourakisk/status/1301157412397895681
[1] https://twitter.com/kampourakisk/status/1301176219048828928
[1] https://twitter.com/kampourakisk/status/1301176217194893312
[1] https://twitter.com/erduransibel/status/1299797768354123779

Top URLs in Tweet in G8:
[1] https://www.g-f-v.org/node/1358

Top URLs in Tweet in G9:
[1] https://www.tes.com/jobs/vacancy/subject-lead-for-science-barnet-london-1373666
[1] https://www.tes.com/news/4-ways-upskill-your-technical-teaching-assistants

Top URLs in Tweet in G10:
[5] https://www.instagram.com/accounts/login/
[1] https://open.spotify.com/episode/3jC4Rrj5rWaySZ6KVbcmfG?si=5Jl26k2lTZ2hYW-PCfIaPA

Top Domains
Top Domains in Tweet in Entire Graph:
[100] twitter.com
[65] co.uk
[46] etsy.com
[39] youtube.com
[37] instagram.com
[34] origamiorganelles.com
[26] amazon.com
[25] k12prospects.com
[24] wardsci.com
[21] tedk12.com

Top Domains in Tweet in G1:
[27] instagram.com
[25] amazon.com
[20] twitter.com
[19] hatenablog.jp
[6] co.uk
[5] myokapi.com
[4] youtube.com
[4] uteachrecruitment.com
[4] myteachinglibrary.com
[4] youngzine.org

Top Domains in Tweet in G2:
[1] gfdrr.org
[1] co.uk

Top Domains in Tweet in G3:
[34] origamiorganelles.com
[20] youtube.com
[14] edvotek.com
[13] google.com
[12] co.uk
[11] twitter.com
[5] donorschoose.org
[5] pasco.com
[2] nodexlgraphgallery.org
[1] thekidshouldseethis.com

Top Domains in Tweet in G5:
[2] twitter.com
[2] instagram.com
[1] teacherspayteachers.com
[1] nasa.gov

Top Domains in Tweet in G6:
[5] nsta.org
[2] youtube.com
[1] nasa.gov
[1] google.com
[1] fireside.fm
[1] eventbrite.com

Top Domains in Tweet in G7:
[26] twitter.com

Top Domains in Tweet in G8:
[1] g-f-v.org

Top Domains in Tweet in G9:
[2] tes.com

Top Domains in Tweet in G10:
[5] instagram.com
[1] spotify.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1536] scienceteacher
[426] science
[158] teacher
[145] biology
[141] stem
[131] stemeducation
[123] geography
[119] volcano
[109] education
[104] biologyteacher



Top Hashtags in Tweet in G1:
[345] scienceteacher
[73] science
[31] physics
[29] chemistry
[26] physicslovers
[26] sciencejokes
[25] sciencefacts
[24] highschoolteachers
[24] dadjokes
[20] education

Top Hashtags in Tweet in G2:
[120] geography
[116] volcano
[5] geographyteacher
[5] scienceteacher
[2] geology
[2] plasticwaste
[2] teacher
[1] gis
[1] earthquake
[1] science

Top Hashtags in Tweet in G3:
[152] scienceteacher
[48] stem
[43] distancelearning
[34] biologyteacher
[30] science
[19] stemeducation
[16] gcsescience
[15] stemed
[14] homeschooling
[14] sciencepracticals

Top Hashtags in Tweet in G4:
[52] evolution
[52] teaminvert
[52] ant
[52] insects
[1] spiders
[1] biology
[1] scicomm
[1] scicom
[1] ants
[1] science

Top Hashtags in Tweet in G5:
[33] scienceteacher
[6] iteachmiddleschool
[5] trinitysouth
[5] semseagles
[4] iteach5th
[4] gosmscats
[3] space
[3] lighttheway
[3] ngss
[3] virualschool

Top Hashtags in Tweet in G6:
[27] nsta
[14] dailydo
[14] niagarafalls
[14] scienceteacher
[11] engage20
[6] scied
[2] distancelearning
[2] stem
[2] teacher
[2] scienceed

Top Hashtags in Tweet in G7:
[32] stem
[32] stemeducation
[32] teacher
[31] scienceteacher
[30] profe
[27] science
[13] profesor
[13] scienceeducation
[3] steam
[2] educacion

Top Hashtags in Tweet in G9:
[9] scienceteacher
[2] cogscisci
[2] physics
[2] science
[2] edutwitter
[1] chatbiology
[1] chatphysics
[1] physicsteacher
[1] ks3
[1] space

Top Hashtags in Tweet in G10:
[92] scienceteacher
[67] science
[37] ebshare
[30] willisisd
[28] handson
[27] texas
[25] anatomy
[22] biology
[20] theapsoluterecap
[20] podcast

Top Words
Top Words in Tweet in Entire Graph:
[1536] #scienceteacher
[526] science
[430] #science
[235] teacher
[221] students
[210] today
[186] use
[158] #teacher
[148] easygeography
[146] #biology

Top Words in Tweet in G1:
[345] #scienceteacher
[121] science
[73] #science
[52] more
[47] day
[40] fun
[34] school
[31] #physics
[29] #chemistry
[28] today

Top Words in Tweet in G2:
[147] easygeography
[120] #geography
[116] #volcano
[115] geography
[115] teacher
[115] choose
[115] use
[115] drone
[115] spectacular
[115] footage

Top Words in Tweet in G3:
[152] #scienceteacher
[48] #stem
[43] #distancelearning
[38] paper
[34] #biologyteacher
[30] #science
[28] science
[27] model
[26] etownscience
[26] students

Top Words in Tweet in G4:
[52] four
[52] panel
[52] explanation
[52] one
[52] favorite
[52] animal
[52] behavior
[52] evolution
[52] experiments
[52] #evolution

Top Words in Tweet in G5:
[33] #scienceteacher
[14] graders
[12] fun
[12] students
[12] today
[11] week
[10] science
[10] openscied
[9] 7th
[9] loved

Top Words in Tweet in G6:
[31] nsta
[27] #nsta
[18] students
[14] #dailydo
[14] #niagarafalls
[14] moving
[14] analyze
[14] interpret
[14] data
[14] use

Top Words in Tweet in G7:
[32] profesor
[32] ciencias
[32] vale
[32] pena
[32] #stem
[32] #stemeducation
[32] #teacher
[31] #scienceteacher
[30] #profe
[27] #science

Top Words in Tweet in G8:
[6] science63424214
[6] scienceteacher
[3] ak_meier
[2] wirklich
[2] mal
[2] die
[2] rs_eng_brain
[2] lieber
[2] erklären
[2] andreasprucha

Top Words in Tweet in G9:
[11] tes
[11] went
[10] wrote
[10] week
[10] first
[10] friend
[10] colleague
[10] vigsignificant
[9] science
[9] #scienceteacher

Top Words in Tweet in G10:
[92] #scienceteacher
[67] #science
[37] #ebshare
[32] students
[30] #willisisd
[29] ehslsciences
[28] #handson
[27] #texas
[27] biology
[26] today

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[181] #science,#scienceteacher
[116] geography,teacher
[116] teacher,choose
[116] choose,use
[116] use,drone
[116] drone,spectacular
[116] spectacular,footage
[116] footage,#volcano
[116] #volcano,#geography
[115] easygeography,geography

Top Word Pairs in Tweet in G1:
[25] more,fun
[25] fun,science
[24] science,joke
[24] joke,day
[24] science,jokes
[24] jokes,available
[24] available,#sciencejokes
[24] #sciencejokes,#scienceteacher
[24] #scienceteacher,#highschoolteachers
[23] #highschoolteachers,#dadjokes

Top Word Pairs in Tweet in G2:
[115] geography,teacher
[115] teacher,choose
[115] choose,use
[115] use,drone
[115] drone,spectacular
[115] spectacular,footage
[115] footage,#volcano
[115] #volcano,#geography
[114] easygeography,geography
[110] #geography,#geographytâ

Top Word Pairs in Tweet in G3:
[21] paper,model
[19] #biologyteacher,#scienceteacher
[14] paper,models
[10] use,explorelearning
[10] explorelearning,#digitalactivity
[10] #digitalactivity,go
[10] go,programmable
[10] programmable,rover
[10] rover,#gizmo
[10] #gizmo,introduces

Top Word Pairs in Tweet in G4:
[52] four,panel
[52] panel,explanation
[52] explanation,one
[52] one,favorite
[52] favorite,animal
[52] animal,behavior
[52] behavior,evolution
[52] evolution,experiments
[52] experiments,#evolution
[52] #evolution,#teaminvert

Top Word Pairs in Tweet in G5:
[9] 7th,graders
[9] graders,loved
[9] loved,exploring
[9] exploring,anchor
[9] anchor,phenomenon
[9] phenomenon,today
[9] today,explored
[9] explored,bath
[9] bath,bombs
[9] bombs,started

Top Word Pairs in Tweet in G6:
[14] #nsta,#dailydo
[14] #dailydo,#niagarafalls
[14] #niagarafalls,moving
[14] moving,students
[14] students,analyze
[14] analyze,interpret
[14] interpret,data
[14] data,use
[14] use,thinking
[14] thinking,tool

Top Word Pairs in Tweet in G7:
[32] profesor,ciencias
[32] ciencias,vale
[32] vale,pena
[22] #science,#teacher
[21] pena,#stem
[20] #stem,#stemeducation
[17] #teacher,#profe
[14] #stemeducation,#science
[13] #profe,#scienceeducation
[13] #scienceeducation,#scienceteacher

Top Word Pairs in Tweet in G8:
[2] science63424214,ak_meier
[2] frankfurtzack,thiloadamitz
[2] erstmal_denken,hanzpetra1
[2] hanzpetra1,cieseksandra
[2] cieseksandra,abirballan

Top Word Pairs in Tweet in G9:
[10] wrote,tes
[10] tes,went
[10] went,week
[10] week,first
[10] first,friend
[10] friend,colleague
[10] colleague,vigsignificant
[9] vievewright,wrote
[9] vigsignificant,wen
[3] looking,inspiring

Top Word Pairs in Tweet in G10:
[25] #science,#scienceteacher
[22] #scienceteacher,#science
[20] #theapsoluterecap,#podcast
[19] #anatomy,#handson
[18] #willisisd,#texas
[17] #texas,#scienceteacher
[16] #ebshare,#anatomy
[15] biology,students
[14] #handson,#scienceteacher
[12] #biology,#science

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@jay_hosler
@etsy
@naturecutstags
@ehslsciences
@etownscience
@nsta
@fultondl7
@chemixlab
@cyfairisd

Top Mentioned in G1:
@bio_syans

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@etownscience
@origamicells
@edvotek
@youtube
@explorelearning
@pascoscientific
@fultondl7
@wstasci
@donorschoose
@slidesmaniasm

Top Mentioned in G4:
@jay_hosler

Top Mentioned in G5:
@openscied
@smende2
@classpaparella
@keruskinpete
@trinityareasd
@missjessgreene
@wadein2science
@nearpod
@nasa
@humbleisd_sms

Top Mentioned in G6:
@nsta
@ctskeeley
@mdispezio
@arkscience
@amoebasisters
@aebaeder
@msbakerscience
@nstadistrict_16
@nsta_xvii
@gstanews

Top Mentioned in G7:
@unisabana
@profebarreto
@seceducacundi
@malokabogota
@educacionbogota
@sabanacv
@planetariobta
@torrenegra
@acadcienciacol
@alumnisabana

Top Mentioned in G8:
@science63424214
@ak_meier
@rs_eng_brain
@jabings2
@holmenkollin
@frankfurtzack
@thiloadamitz
@erstmal_denken
@hanzpetra1
@cieseksandra

Top Mentioned in G9:
@tes
@vigsignificant
@vievewright
@adamboxer1
@mr_raichura
@chatphysics
@chatbiology
@carterrudi
@hmorphitis
@carroll_dr

Top Mentioned in G10:
@ehslsciences
@apsoluterecap
@kallyevans
@llmslynx
@harristeaches
@swellsscience
@cecigutierrez06
@shmounis
@steampoweredpo1
@nsta

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@smilingbluedog
@femtech_
@hirogallery
@freeboostpromo
@davesbargains
@samir_patil
@welt
@naturecutstags
@mailonline

Top Tweeters in G1:
@women___exist
@studysync
@ohiolinkstatus
@hittman240
@homeschool_mtl
@crafty_teacher2
@healthiacynthia
@arunpb11
@be_yondbeauty__
@judypchristie

Top Tweeters in G2:
@samir_patil
@deborahskyrim
@marshal007_
@hecatediroma
@santanumalbum
@malvikakapoor91
@jane__eden
@empdee17
@mimiibegum
@aminalgazzar

Top Tweeters in G3:
@femtech_
@womencodersbot
@thesecretjunio1
@shellterrell
@inbot11
@stem_ai
@explorelearning
@royalsociety
@sprint_code
@codingninjabot

Top Tweeters in G4:
@temptoetiam
@erinofalaska
@chromquwu
@darkandwondrous
@cerveauoo
@patchfacetf
@twotone
@scicommbot
@groundsillusion
@katharinelind

Top Tweeters in G5:
@cowboyscifibot
@nasa
@nearpod
@_oceanography
@bethhammett1
@spanglerscience
@safarnum
@drloriandersen
@humbleisd
@promethean

Top Tweeters in G6:
@krsciencelady
@nsta
@you_stem
@amykfmurphy
@sciencecat222
@jenswanbooks
@williamfranzell
@amoebasisters
@lex1science
@createosity

Top Tweeters in G7:
@educacionbogota
@un
@mineducacion
@jbotanicobogota
@unisabana
@juandavidaristi
@josembau
@malokabogota
@redacademica
@seceducacundi

Top Tweeters in G8:
@welt
@thiloadamitz
@rs_eng_brain
@holmenkollin
@andreasprucha
@olafgersemann
@wobe
@erstmal_denken
@frankfurtzack
@final_space_

Top Tweeters in G9:
@tes
@cloudscholar
@adamboxer1
@heymrshallahan
@la_biologuita
@ahmedkhattabuk
@miss_khan868
@mxcharlier
@damien_page
@elizabethecharl

Top Tweeters in G10:
@the404code
@premiumdermato
@myactcoach
@philtweaton
@michele_filon
@mattermagbot
@mergevr
@jordanrmichael
@willisschools
@kallyevans


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